Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	22
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.9 KiB
Average record size in memory	367.5 B

Variable types

Numeric	18
Categorical	3
Boolean	5

Alerts

`X_patient_id` is highly overall correlated with `X_compactness2` and 5 other fields	High correlation
`X_meshVolume` is highly overall correlated with `X_voxelVolume` and 15 other fields	High correlation
`X_voxelVolume` is highly overall correlated with `X_meshVolume` and 15 other fields	High correlation
`X_surfaceArea` is highly overall correlated with `X_meshVolume` and 12 other fields	High correlation
`X_surfaceVolumeRatio` is highly overall correlated with `X_meshVolume` and 16 other fields	High correlation
`X_sphericity` is highly overall correlated with `X_compactness1` and 10 other fields	High correlation
`X_compactness1` is highly overall correlated with `X_sphericity` and 10 other fields	High correlation
`X_compactness2` is highly overall correlated with `X_patient_id` and 10 other fields	High correlation
`X_sphericalDisproportion` is highly overall correlated with `X_meshVolume` and 10 other fields	High correlation
`X_maximum3DDiameter` is highly overall correlated with `X_meshVolume` and 17 other fields	High correlation
`X_maximum2DDiameterSlice` is highly overall correlated with `X_meshVolume` and 11 other fields	High correlation
`X_maximum2DDiameterColumn` is highly overall correlated with `X_meshVolume` and 22 other fields	High correlation
`X_maximum2DDiameterRow` is highly overall correlated with `X_patient_id` and 17 other fields	High correlation
`X_majorAxisLength` is highly overall correlated with `X_meshVolume` and 16 other fields	High correlation
`X_minorAxisLength` is highly overall correlated with `X_meshVolume` and 17 other fields	High correlation
`X_leastAxisLength` is highly overall correlated with `X_meshVolume` and 14 other fields	High correlation
`X_elongation` is highly overall correlated with `X_surfaceVolumeRatio` and 9 other fields	High correlation
`X_flatness` is highly overall correlated with `X_patient_id` and 12 other fields	High correlation
`Y_Functional_adenoma` is highly overall correlated with `X_meshVolume` and 10 other fields	High correlation
`Y_Microadenoma` is highly overall correlated with `X_surfaceArea` and 7 other fields	High correlation
`Y_Bleeding` is highly overall correlated with `X_patient_id` and 4 other fields	High correlation
`Y_Cystic_part` is highly overall correlated with `X_patient_id` and 9 other fields	High correlation
`Y_Chiasmal_compression` is highly overall correlated with `X_surfaceVolumeRatio` and 6 other fields	High correlation
`Y_Hypopituitarism` is highly overall correlated with `X_patient_id` and 3 other fields	High correlation
`Y_Signal` is highly overall correlated with `X_meshVolume` and 13 other fields	High correlation
`Y_Pituitary_stalk_visible` is highly overall correlated with `X_meshVolume` and 12 other fields	High correlation
`Y_Functional_adenoma` is uniformly distributed	Uniform
`X_patient_id` has unique values	Unique
`X_meshVolume` has unique values	Unique
`X_voxelVolume` has unique values	Unique
`X_surfaceArea` has unique values	Unique
`X_surfaceVolumeRatio` has unique values	Unique
`X_sphericity` has unique values	Unique
`X_compactness1` has unique values	Unique
`X_compactness2` has unique values	Unique
`X_sphericalDisproportion` has unique values	Unique
`X_maximum3DDiameter` has unique values	Unique
`X_majorAxisLength` has unique values	Unique
`X_minorAxisLength` has unique values	Unique
`X_leastAxisLength` has unique values	Unique
`X_elongation` has unique values	Unique
`X_flatness` has unique values	Unique

Reproduction

Analysis started	2022-11-26 08:12:33.106160
Analysis finished	2022-11-26 08:14:13.811377
Duration	1 minute and 40.71 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

X_patient_id
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.863636

Minimum	1
Maximum	38
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	1
5-th percentile	2.05
Q1	6.25
median	11.5
Q3	18.5
95-th percentile	23.95
Maximum	38
Range	37
Interquartile range (IQR)	12.25

Descriptive statistics

Standard deviation	8.9511662
Coefficient of variation (CV)	0.69585038
Kurtosis	1.3968432
Mean	12.863636
Median Absolute Deviation (MAD)	6
Skewness	1.0167568
Sum	283
Variance	80.123377
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
1	1	4.5%
2	1	4.5%
24	1	4.5%
23	1	4.5%
22	1	4.5%
20	1	4.5%
19	1	4.5%
17	1	4.5%
15	1	4.5%
14	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	4.5%
2	1	4.5%
3	1	4.5%
4	1	4.5%
5	1	4.5%
6	1	4.5%
7	1	4.5%
8	1	4.5%
9	1	4.5%
10	1	4.5%

Value	Count	Frequency (%)
38	1	4.5%
24	1	4.5%
23	1	4.5%
22	1	4.5%
20	1	4.5%
19	1	4.5%
17	1	4.5%
15	1	4.5%
14	1	4.5%
13	1	4.5%

X_meshVolume
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6092.8144

Minimum	780.08333
Maximum	23308.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	780.08333
5-th percentile	1248.3771
Q1	1742.5208
median	3179.4583
Q3	9580.0417
95-th percentile	14065.281
Maximum	23308.5
Range	22528.417
Interquartile range (IQR)	7837.5208

Descriptive statistics

Standard deviation	5746.8024
Coefficient of variation (CV)	0.94320983
Kurtosis	2.3249653
Mean	6092.8144
Median Absolute Deviation (MAD)	1917.5625
Skewness	1.4804735
Sum	134041.92
Variance	33025738
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
3694.458333	1	4.5%
7684.333333	1	4.5%
9780.708333	1	4.5%
2710.666667	1	4.5%
1824.958333	1	4.5%
1276.916667	1	4.5%
11272.58333	1	4.5%
8978.041667	1	4.5%
2721.916667	1	4.5%
14112.29167	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
780.0833333	1	4.5%
1246.875	1	4.5%
1276.916667	1	4.5%
1350.333333	1	4.5%
1706.916667	1	4.5%
1715.041667	1	4.5%
1824.958333	1	4.5%
2710.666667	1	4.5%
2721.916667	1	4.5%
2725.708333	1	4.5%

Value	Count	Frequency (%)
23308.5	1	4.5%
14112.29167	1	4.5%
13172.08333	1	4.5%
11272.58333	1	4.5%
10453.375	1	4.5%
9780.708333	1	4.5%
8978.041667	1	4.5%
7684.333333	1	4.5%
7167.208333	1	4.5%
3694.458333	1	4.5%

X_voxelVolume
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6118.2727

Minimum	793
Maximum	23370
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	793
5-th percentile	1266.3
Q1	1758.5
median	3210
Q3	9610.25
95-th percentile	14101.8
Maximum	23370
Range	22577
Interquartile range (IQR)	7851.75

Descriptive statistics

Standard deviation	5756.6864
Coefficient of variation (CV)	0.94090059
Kurtosis	2.3318979
Mean	6118.2727
Median Absolute Deviation (MAD)	1932
Skewness	1.4814608
Sum	134602
Variance	33139438
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
3716	1	4.5%
7709	1	4.5%
9811	1	4.5%
2741	1	4.5%
1841	1	4.5%
1291	1	4.5%
11303	1	4.5%
9008	1	4.5%
2740	1	4.5%
14149	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
793	1	4.5%
1265	1	4.5%
1291	1	4.5%
1365	1	4.5%
1723	1	4.5%
1731	1	4.5%
1841	1	4.5%
2740	1	4.5%
2741	1	4.5%
2744	1	4.5%

Value	Count	Frequency (%)
23370	1	4.5%
14149	1	4.5%
13205	1	4.5%
11303	1	4.5%
10483	1	4.5%
9811	1	4.5%
9008	1	4.5%
7709	1	4.5%
7194	1	4.5%
3716	1	4.5%

X_surfaceArea
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1739.2572

Minimum	503.76663
Maximum	4870.5588
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	503.76663
5-th percentile	645.65707
Q1	821.00371
median	1238.8118
Q3	2530.7788
95-th percentile	3470.7688
Maximum	4870.5588
Range	4366.7922
Interquartile range (IQR)	1709.7751

Descriptive statistics

Standard deviation	1150.9277
Coefficient of variation (CV)	0.66173517
Kurtosis	0.90607465
Mean	1739.2572
Median Absolute Deviation (MAD)	577.60579
Skewness	1.1316539
Sum	38263.658
Variance	1324634.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
1353.87366	1	4.5%
2103.195491	1	4.5%
2538.91508	1	4.5%
1069.592821	1	4.5%
820.5404286	1	4.5%
643.9294109	1	4.5%
2771.43205	1	4.5%
2506.369852	1	4.5%
1069.537584	1	4.5%
3486.569981	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
503.7666307	1	4.5%
643.9294109	1	4.5%
678.4826505	1	4.5%
768.5426154	1	4.5%
772.1953409	1	4.5%
820.5404286	1	4.5%
822.3935577	1	4.5%
1048.235024	1	4.5%
1069.537584	1	4.5%
1069.592821	1	4.5%

Value	Count	Frequency (%)
4870.558816	1	4.5%
3486.569981	1	4.5%
3170.547167	1	4.5%
2771.43205	1	4.5%
2685.113413	1	4.5%
2538.91508	1	4.5%
2506.369852	1	4.5%
2103.195491	1	4.5%
2098.518793	1	4.5%
1357.59755	1	4.5%

X_surfaceVolumeRatio
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3763399

Minimum	0.20896063
Maximum	0.64578566
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	0.20896063
5-th percentile	0.24095973
Q1	0.26311276
median	0.37941895
Q3	0.45009192
95-th percentile	0.61077051
Maximum	0.64578566
Range	0.43682503
Interquartile range (IQR)	0.18697915

Descriptive statistics

Standard deviation	0.12372615
Coefficient of variation (CV)	0.32876171
Kurtosis	-0.33558816
Mean	0.3763399
Median Absolute Deviation (MAD)	0.10405075
Skewness	0.61036361
Sum	8.2794778
Variance	0.01530816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0.3664606656	1	4.5%
0.2736991487	1	4.5%
0.2595839681	1	4.5%
0.3945866283	1	4.5%
0.4496214591	1	4.5%
0.5042846003	1	4.5%
0.2458559824	1	4.5%
0.2791666541	1	4.5%
0.3929354624	1	4.5%
0.2470590931	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2089606288	1	4.5%
0.2407020277	1	4.5%
0.2458559824	1	4.5%
0.2470590931	1	4.5%
0.2568656929	1	4.5%
0.2595839681	1	4.5%
0.2736991487	1	4.5%
0.2791666541	1	4.5%
0.2927944459	1	4.5%
0.3664606656	1	4.5%

Value	Count	Frequency (%)
0.6457856606	1	4.5%
0.6163750299	1	4.5%
0.5042846003	1	4.5%
0.502455678	1	4.5%
0.481800649	1	4.5%
0.450248735	1	4.5%
0.4496214591	1	4.5%
0.4113977103	1	4.5%
0.3945866283	1	4.5%
0.3929354624	1	4.5%

X_sphericity
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.85347661

Minimum	0.72895063
Maximum	0.90021251
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	0.72895063
5-th percentile	0.81000738
Q1	0.8401325
median	0.85884867
Q3	0.8798536
95-th percentile	0.89720883
Maximum	0.90021251
Range	0.17126189
Interquartile range (IQR)	0.039721101

Descriptive statistics

Standard deviation	0.039009462
Coefficient of variation (CV)	0.045706539
Kurtosis	3.7693909
Mean	0.85347661
Median Absolute Deviation (MAD)	0.020716468
Skewness	-1.5905915
Sum	18.776485
Variance	0.0015217381
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0.8536368753	1	4.5%
0.8953825223	1	4.5%
0.8711297015	1	4.5%
0.8789882214	1	4.5%
0.8801420614	1	4.5%
0.8839361592	1	4.5%
0.8772610739	1	4.5%
0.8334765349	1	4.5%
0.8814640893	1	4.5%
0.8099982868	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.7289506296	1	4.5%
0.8099982868	1	4.5%
0.8101800586	1	4.5%
0.8134834603	1	4.5%
0.8334765349	1	4.5%
0.8398711002	1	4.5%
0.8409167008	1	4.5%
0.8409587933	1	4.5%
0.8507191697	1	4.5%
0.8536368753	1	4.5%

Value	Count	Frequency (%)
0.9002125148	1	4.5%
0.8973049522	1	4.5%
0.8953825223	1	4.5%
0.8839361592	1	4.5%
0.8814640893	1	4.5%
0.8801420614	1	4.5%
0.8789882214	1	4.5%
0.8772610739	1	4.5%
0.8711297015	1	4.5%
0.8707751699	1	4.5%

X_compactness1
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.041861499

Minimum	0.033017642
Maximum	0.045312335
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	0.033017642
5-th percentile	0.038675179
Q1	0.040852685
median	0.042225511
Q3	0.043783911
95-th percentile	0.045085742
Maximum	0.045312335
Range	0.012294694
Interquartile range (IQR)	0.0029312264

Descriptive statistics

Standard deviation	0.0028195069
Coefficient of variation (CV)	0.067353224
Kurtosis	3.3694203
Mean	0.041861499
Median Absolute Deviation (MAD)	0.0015368716
Skewness	-1.4971481
Sum	0.92095298
Variance	7.9496193 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0.04184163321	1	4.5%
0.04494814737	1	4.5%
0.04313433521	1	4.5%
0.04371932622	1	4.5%
0.04380543941	1	4.5%
0.0440889978	1	4.5%
0.04359053162	1	4.5%
0.04036815895	1	4.5%
0.0439041742	1	4.5%
0.03867452847	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.03301764168	1	4.5%
0.03867452847	1	4.5%
0.03868754764	1	4.5%
0.03892440367	1	4.5%
0.04036815895	1	4.5%
0.04083361533	1	4.5%
0.04090989299	1	4.5%
0.04091296468	1	4.5%
0.04162729642	1	4.5%
0.04184163321	1	4.5%

Value	Count	Frequency (%)
0.04531233539	1	4.5%
0.04509298383	1	4.5%
0.04494814737	1	4.5%
0.0440889978	1	4.5%
0.0439041742	1	4.5%
0.04380543941	1	4.5%
0.04371932622	1	4.5%
0.04359053162	1	4.5%
0.04313433521	1	4.5%
0.04310800573	1	4.5%

X_compactness2
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62532868

Minimum	0.38734178
Maximum	0.72951653
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	0.38734178
5-th percentile	0.53145552
Q1	0.59298504
median	0.63351728
Q3	0.6811326
95-th percentile	0.72223894
Maximum	0.72951653
Range	0.34217475
Interquartile range (IQR)	0.088147564

Descriptive statistics

Standard deviation	0.08014474
Coefficient of variation (CV)	0.12816418
Kurtosis	2.3059255
Mean	0.62532868
Median Absolute Deviation (MAD)	0.04694583
Skewness	-1.2309965
Sum	13.757231
Variance	0.0064231794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0.6220417039	1	4.5%
0.7178369976	1	4.5%
0.6610715457	1	4.5%
0.6791241376	1	4.5%
0.6818020903	1	4.5%
0.6906574484	1	4.5%
0.6751287109	1	4.5%
0.5790020916	1	4.5%
0.6848790345	1	4.5%
0.5314376278	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.387341782	1	4.5%
0.5314376278	1	4.5%
0.5317954882	1	4.5%
0.5383270239	1	4.5%
0.5790020916	1	4.5%
0.5924311868	1	4.5%
0.5946465906	1	4.5%
0.5947358911	1	4.5%
0.6156851196	1	4.5%
0.6220417039	1	4.5%

Value	Count	Frequency (%)
0.7295165328	1	4.5%
0.722470625	1	4.5%
0.7178369976	1	4.5%
0.6906574484	1	4.5%
0.6848790345	1	4.5%
0.6818020903	1	4.5%
0.6791241376	1	4.5%
0.6751287109	1	4.5%
0.6610715457	1	4.5%
0.6602647471	1	4.5%

X_sphericalDisproportion
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1741999

Minimum	1.1108488
Maximum	1.371835
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	1.1108488
5-th percentile	1.114568
Q1	1.1365531
median	1.1643571
Q3	1.1902888
95-th percentile	1.2345567
Maximum	1.371835
Range	0.26098621
Interquartile range (IQR)	0.053735699

Descriptive statistics

Standard deviation	0.057959588
Coefficient of variation (CV)	0.049360923
Kurtosis	5.584654
Mean	1.1741999
Median Absolute Deviation (MAD)	0.027431141
Skewness	1.9832662
Sum	25.832397
Variance	0.0033593139
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
1.171458297	1	4.5%
1.116841099	1	4.5%
1.147934686	1	4.5%
1.137671673	1	4.5%
1.136180219	1	4.5%
1.13130342	1	4.5%
1.139911515	1	4.5%
1.199793825	1	4.5%
1.134476165	1	4.5%
1.234570512	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.110848809	1	4.5%
1.114448324	1	4.5%
1.116841099	1	4.5%
1.13130342	1	4.5%
1.134476165	1	4.5%
1.136180219	1	4.5%
1.137671673	1	4.5%
1.139911515	1	4.5%
1.147934686	1	4.5%
1.148402061	1	4.5%

Value	Count	Frequency (%)
1.371835018	1	4.5%
1.234570512	1	4.5%
1.234293524	1	4.5%
1.229281293	1	4.5%
1.199793825	1	4.5%
1.1906589	1	4.5%
1.189178428	1	4.5%
1.189118906	1	4.5%
1.175476039	1	4.5%
1.171458297	1	4.5%

X_maximum3DDiameter
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.126265

Minimum	16.124515
Maximum	52.153619
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	16.124515
5-th percentile	16.656728
Q1	19.446691
median	24.22636
Q3	33.073546
95-th percentile	46.628448
Maximum	52.153619
Range	36.029104
Interquartile range (IQR)	13.626855

Descriptive statistics

Standard deviation	9.8334853
Coefficient of variation (CV)	0.36250789
Kurtosis	0.80058045
Mean	27.126265
Median Absolute Deviation (MAD)	6.2120156
Skewness	1.0966319
Sum	596.77784
Variance	96.697433
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
24.51530134	1	4.5%
29.68164416	1	4.5%
30.69201851	1	4.5%
21.44761059	1	4.5%
18.70828693	1	4.5%
16.64331698	1	4.5%
33.86738844	1	4.5%
34.525353	1	4.5%
21.40093456	1	4.5%
47.10626285	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.1245155	1	4.5%
16.64331698	1	4.5%
16.91153453	1	4.5%
18.05547009	1	4.5%
18.70828693	1	4.5%
19.28730152	1	4.5%
19.92485885	1	4.5%
21.40093456	1	4.5%
21.44761059	1	4.5%
23.85372088	1	4.5%

Value	Count	Frequency (%)
52.15361924	1	4.5%
47.10626285	1	4.5%
37.54996671	1	4.5%
35.21363372	1	4.5%
34.525353	1	4.5%
33.86738844	1	4.5%
30.69201851	1	4.5%
30.47950131	1	4.5%
29.68164416	1	4.5%
24.69817807	1	4.5%

X_maximum2DDiameterSlice
Real number (ℝ)

Distinct	21
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.812503

Minimum	15.811388
Maximum	44.654227
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	15.811388
5-th percentile	15.82238
Q1	18.546307
median	22.90872
Q3	28.328933
95-th percentile	30.842546
Maximum	44.654227
Range	28.842839
Interquartile range (IQR)	9.7826255

Descriptive statistics

Standard deviation	6.8910691
Coefficient of variation (CV)	0.28938869
Kurtosis	2.500023
Mean	23.812503
Median Absolute Deviation (MAD)	5.0246919
Skewness	1.2388259
Sum	523.87506
Variance	47.486834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
15.8113883	2	9.1%
23.34523506	1	4.5%
26.41968963	1	4.5%
30	1	4.5%
20.61552813	1	4.5%
17.4642492	1	4.5%
29.68164416	1	4.5%
29.15475947	1	4.5%
18.43908891	1	4.5%
27.51363298	1	4.5%
Other values (11)	11	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15.8113883	2	9.1%
16.03121954	1	4.5%
17.20465053	1	4.5%
17.4642492	1	4.5%
18.43908891	1	4.5%
18.86796226	1	4.5%
19.6977156	1	4.5%
20.61552813	1	4.5%
20.88061302	1	4.5%
22.47220505	1	4.5%

Value	Count	Frequency (%)
44.65422712	1	4.5%
30.88689042	1	4.5%
30	1	4.5%
29.68164416	1	4.5%
29.15475947	1	4.5%
28.60069929	1	4.5%
27.51363298	1	4.5%
26.41968963	1	4.5%
25.8069758	1	4.5%
24.51530134	1	4.5%

X_maximum2DDiameterColumn
Real number (ℝ)

Distinct	20
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.64861

Minimum	16.124515
Maximum	42.755117
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	16.124515
5-th percentile	16.179886
Q1	19.002941
median	23.437725
Q3	31.749419
95-th percentile	39.466893
Maximum	42.755117
Range	26.630601
Interquartile range (IQR)	12.746478

Descriptive statistics

Standard deviation	8.1861482
Coefficient of variation (CV)	0.31916537
Kurtosis	-0.81673476
Mean	25.64861
Median Absolute Deviation (MAD)	6.3951429
Skewness	0.59941445
Sum	564.26942
Variance	67.013023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
29.83286778	2	9.1%
16.64331698	2	9.1%
20.24845673	1	4.5%
20.59126028	1	4.5%
18.60107524	1	4.5%
16.15549442	1	4.5%
32.38826948	1	4.5%
33.61547263	1	4.5%
21.02379604	1	4.5%
42.75511665	1	4.5%
Other values (10)	10	45.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.1245155	1	4.5%
16.15549442	1	4.5%
16.64331698	2	9.1%
18.60107524	1	4.5%
18.78829423	1	4.5%
19.6468827	1	4.5%
20.24845673	1	4.5%
20.59126028	1	4.5%
21.02379604	1	4.5%
23.02172887	1	4.5%

Value	Count	Frequency (%)
42.75511665	1	4.5%
39.62322551	1	4.5%
36.49657518	1	4.5%
34.71310992	1	4.5%
33.61547263	1	4.5%
32.38826948	1	4.5%
29.83286778	2	9.1%
29.15475947	1	4.5%
24.51530134	1	4.5%
23.85372088	1	4.5%

X_maximum2DDiameterRow
Real number (ℝ)

Distinct	21
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.041819

Minimum	10.816654
Maximum	46.572524
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	10.816654
5-th percentile	13.385214
Q1	16.049305
median	20.836944
Q3	30.363762
95-th percentile	45.941189
Maximum	46.572524
Range	35.75587
Interquartile range (IQR)	14.314457

Descriptive statistics

Standard deviation	10.322885
Coefficient of variation (CV)	0.42937204
Kurtosis	0.050627145
Mean	24.041819
Median Absolute Deviation (MAD)	6.5410089
Skewness	0.89635346
Sum	528.92001
Variance	106.56195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
14.56021978	2	9.1%
22.36067977	1	4.5%
18.78829423	1	4.5%
29.42787794	1	4.5%
17.49285568	1	4.5%
16.76305461	1	4.5%
13.34166406	1	4.5%
33.54101966	1	4.5%
30.6757233	1	4.5%
19.31320792	1	4.5%
Other values (11)	11	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.81665383	1	4.5%
13.34166406	1	4.5%
14.2126704	1	4.5%
14.56021978	2	9.1%
15.8113883	1	4.5%
16.76305461	1	4.5%
17.49285568	1	4.5%
18.38477631	1	4.5%
18.78829423	1	4.5%
19.31320792	1	4.5%

Value	Count	Frequency (%)
46.57252409	1	4.5%
46.40043103	1	4.5%
37.21558813	1	4.5%
33.54101966	1	4.5%
31.40063694	1	4.5%
30.6757233	1	4.5%
29.42787794	1	4.5%
27.51363298	1	4.5%
27.29468813	1	4.5%
22.47220505	1	4.5%

X_majorAxisLength
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.208193

Minimum	14.66905
Maximum	43.73276
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	14.66905
5-th percentile	14.871056
Q1	16.57663
median	20.098031
Q3	26.631849
95-th percentile	39.607445
Maximum	43.73276
Range	29.06371
Interquartile range (IQR)	10.055219

Descriptive statistics

Standard deviation	8.1390334
Coefficient of variation (CV)	0.35069656
Kurtosis	0.77889909
Mean	23.208193
Median Absolute Deviation (MAD)	5.2138776
Skewness	1.0964367
Sum	510.58025
Variance	66.243865
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
20.82409114	1	4.5%
24.62179946	1	4.5%
26.12091132	1	4.5%
18.84529593	1	4.5%
15.85333477	1	4.5%
14.66905026	1	4.5%
26.89485911	1	4.5%
26.48479514	1	4.5%
17.35071876	1	4.5%
40.00486494	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14.66905026	1	4.5%
14.86960037	1	4.5%
14.89870722	1	4.5%
15.18838431	1	4.5%
15.85333477	1	4.5%
16.31860051	1	4.5%
17.35071876	1	4.5%
18.76987174	1	4.5%
18.84529593	1	4.5%
19.28814338	1	4.5%

Value	Count	Frequency (%)
43.73276028	1	4.5%
40.00486494	1	4.5%
32.05646892	1	4.5%
31.35064883	1	4.5%
26.89485911	1	4.5%
26.68086747	1	4.5%
26.48479514	1	4.5%
26.38450392	1	4.5%
26.12091132	1	4.5%
24.62179946	1	4.5%

X_minorAxisLength
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.3305

Minimum	9.7897163
Maximum	30.487811
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	9.7897163
5-th percentile	10.695186
Q1	13.488833
median	17.579444
Q3	23.228595
95-th percentile	25.258392
Maximum	30.487811
Range	20.698094
Interquartile range (IQR)	9.7397617

Descriptive statistics

Standard deviation	5.7696482
Coefficient of variation (CV)	0.31475674
Kurtosis	-0.91157912
Mean	18.3305
Median Absolute Deviation (MAD)	4.6001378
Skewness	0.29500034
Sum	403.27099
Variance	33.288841
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
18.98469563	1	4.5%
21.38845951	1	4.5%
24.68282685	1	4.5%
15.3745194	1	4.5%
13.92008386	1	4.5%
11.48549719	1	4.5%
25.25958774	1	4.5%
23.93960135	1	4.5%
15.29579853	1	4.5%
23.60606168	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.789716335	1	4.5%
10.65359075	1	4.5%
11.48549719	1	4.5%
12.05292855	1	4.5%
12.89591878	1	4.5%
13.34508289	1	4.5%
13.92008386	1	4.5%
15.29579853	1	4.5%
15.3745194	1	4.5%
15.61578855	1	4.5%

Value	Count	Frequency (%)
30.48781083	1	4.5%
25.25958774	1	4.5%
25.23567485	1	4.5%
24.68282685	1	4.5%
23.93960135	1	4.5%
23.60606168	1	4.5%
22.09619443	1	4.5%
22.00226413	1	4.5%
21.38845951	1	4.5%
18.98469563	1	4.5%

X_leastAxisLength
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.966906

Minimum	8.0801254
Maximum	25.801313
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	8.0801254
5-th percentile	8.2748093
Q1	11.678398
median	14.717517
Q3	20.971026
95-th percentile	23.950571
Maximum	25.801313
Range	17.721187
Interquartile range (IQR)	9.2926273

Descriptive statistics

Standard deviation	5.4457471
Coefficient of variation (CV)	0.34106464
Kurtosis	-1.2688124
Mean	15.966906
Median Absolute Deviation (MAD)	4.1709573
Skewness	0.27221784
Sum	351.27194
Variance	29.656162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
13.69698294	1	4.5%
20.25777174	1	4.5%
21.37028024	1	4.5%
13.25528271	1	4.5%
11.8468342	1	4.5%
10.77773284	1	4.5%
23.11150634	1	4.5%
21.01299486	1	4.5%
14.52843147	1	4.5%
21.78528425	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.080125416	1	4.5%
8.167410451	1	4.5%
10.31538691	1	4.5%
10.77773284	1	4.5%
10.87446617	1	4.5%
11.64424253	1	4.5%
11.78086548	1	4.5%
11.8468342	1	4.5%
13.25528271	1	4.5%
13.69698294	1	4.5%

Value	Count	Frequency (%)
25.80131255	1	4.5%
23.99473182	1	4.5%
23.11150634	1	4.5%
21.78528425	1	4.5%
21.37028024	1	4.5%
21.01299486	1	4.5%
20.84511785	1	4.5%
20.25777174	1	4.5%
17.68398482	1	4.5%
15.53458895	1	4.5%

X_elongation
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.80683553

Minimum	0.39929702
Maximum	0.95693185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	0.39929702
5-th percentile	0.59349434
Q1	0.71859793
median	0.85129418
Q3	0.90261401
95-th percentile	0.94465771
Maximum	0.95693185
Range	0.55763483
Interquartile range (IQR)	0.18401608

Descriptive statistics

Standard deviation	0.13752321
Coefficient of variation (CV)	0.17044764
Kurtosis	2.2874472
Mean	0.80683553
Median Absolute Deviation (MAD)	0.064347498
Skewness	-1.4456082
Sum	17.750382
Variance	0.018912634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0.9116698302	1	4.5%
0.8686797872	1	4.5%
0.9449450882	1	4.5%
0.8158279634	1	4.5%
0.8780539905	1	4.5%
0.782974834	1	4.5%
0.9391976227	1	4.5%
0.903899812	1	4.5%
0.8815656999	1	4.5%
0.5900797743	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3992970155	1	4.5%
0.5900797743	1	4.5%
0.6583711796	1	4.5%
0.687054177	1	4.5%
0.6892897181	1	4.5%
0.6971389556	1	4.5%
0.782974834	1	4.5%
0.8049490453	1	4.5%
0.8089915704	1	4.5%
0.8158279634	1	4.5%

Value	Count	Frequency (%)
0.9569318487	1	4.5%
0.9449450882	1	4.5%
0.9391976227	1	4.5%
0.920161184	1	4.5%
0.9116698302	1	4.5%
0.903899812	1	4.5%
0.8987565964	1	4.5%
0.8815656999	1	4.5%
0.8786374257	1	4.5%
0.8780539905	1	4.5%

X_flatness
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.70098506

Minimum	0.30284343
Maximum	0.91347312
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.0 B

Quantile statistics

Minimum	0.30284343
5-th percentile	0.54480103
Q1	0.61338095
median	0.73230964
Q3	0.80239643
95-th percentile	0.85822857
Maximum	0.91347312
Range	0.61062969
Interquartile range (IQR)	0.18901548

Descriptive statistics

Standard deviation	0.13926152
Coefficient of variation (CV)	0.19866546
Kurtosis	1.6960248
Mean	0.70098506
Median Absolute Deviation (MAD)	0.083933377
Skewness	-1.0516332
Sum	15.421671
Variance	0.019393771
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0.6577469746	1	4.5%
0.822757564	1	4.5%
0.8181291985	1	4.5%
0.7033735502	1	4.5%
0.7472771105	1	4.5%
0.7347260153	1	4.5%
0.8593280316	1	4.5%
0.7933984289	1	4.5%
0.8373388833	1	4.5%
0.5445658743	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3028434299	1	4.5%
0.5445658743	1	4.5%
0.549268995	1	4.5%
0.5495715184	1	4.5%
0.5899767675	1	4.5%
0.6010871156	1	4.5%
0.6502624448	1	4.5%
0.6577469746	1	4.5%
0.6702413231	1	4.5%
0.7033735502	1	4.5%

Value	Count	Frequency (%)
0.9134731219	1	4.5%
0.8593280316	1	4.5%
0.8373388833	1	4.5%
0.822757564	1	4.5%
0.8181291985	1	4.5%
0.8053957626	1	4.5%
0.7933984289	1	4.5%
0.7756496834	1	4.5%
0.7653663548	1	4.5%
0.7472771105	1	4.5%

Y_Functional_adenoma
Categorical

HIGH CORRELATION
UNIFORM

Distinct	2
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 KiB

Nonfunctioning adenoma	11
Functional adenoma	11

Length

Max length	22
Median length	20
Mean length	20
Min length	18

Characters and Unicode

Total characters	440
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Nonfunctioning adenoma
2nd row	Nonfunctioning adenoma
3rd row	Functional adenoma
4th row	Nonfunctioning adenoma
5th row	Functional adenoma

Common Values

Value	Count	Frequency (%)
Nonfunctioning adenoma	11	50.0%
Functional adenoma	11	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
adenoma	22	50.0%
nonfunctioning	11	25.0%
functional	11	25.0%

Most occurring characters

Value	Count	Frequency (%)
n	88	20.0%
o	55	12.5%
a	55	12.5%
i	33	7.5%
u	22	5.0%
c	22	5.0%
t	22	5.0%
	22	5.0%
d	22	5.0%
e	22	5.0%
Other values (6)	77	17.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	396	90.0%
Space Separator	22	5.0%
Uppercase Letter	22	5.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	88	22.2%
o	55	13.9%
a	55	13.9%
i	33	8.3%
u	22	5.6%
c	22	5.6%
t	22	5.6%
d	22	5.6%
e	22	5.6%
m	22	5.6%
Other values (3)	33	8.3%

Uppercase Letter

Value	Count	Frequency (%)
N	11	50.0%
F	11	50.0%

Space Separator

Value	Count	Frequency (%)
	22	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	418	95.0%
Common	22	5.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	88	21.1%
o	55	13.2%
a	55	13.2%
i	33	7.9%
u	22	5.3%
c	22	5.3%
t	22	5.3%
d	22	5.3%
e	22	5.3%
m	22	5.3%
Other values (5)	55	13.2%

Common

Value	Count	Frequency (%)
	22	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	88	20.0%
o	55	12.5%
a	55	12.5%
i	33	7.5%
u	22	5.0%
c	22	5.0%
t	22	5.0%
	22	5.0%
d	22	5.0%
e	22	5.0%
Other values (6)	77	17.5%

Y_Microadenoma
Categorical

Distinct	2
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

Macroadenoma	17
Microadenoma	5

Length

Max length	12
Median length	12
Mean length	12
Min length	12

Characters and Unicode

Total characters	264
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Macroadenoma
2nd row	Macroadenoma
3rd row	Microadenoma
4th row	Macroadenoma
5th row	Microadenoma

Common Values

Value	Count	Frequency (%)
Macroadenoma	17	77.3%
Microadenoma	5	22.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
macroadenoma	17	77.3%
microadenoma	5	22.7%

Most occurring characters

Value	Count	Frequency (%)
a	61	23.1%
o	44	16.7%
M	22	8.3%
c	22	8.3%
r	22	8.3%
d	22	8.3%
e	22	8.3%
n	22	8.3%
m	22	8.3%
i	5	1.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	242	91.7%
Uppercase Letter	22	8.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	61	25.2%
o	44	18.2%
c	22	9.1%
r	22	9.1%
d	22	9.1%
e	22	9.1%
n	22	9.1%
m	22	9.1%
i	5	2.1%

Uppercase Letter

Value	Count	Frequency (%)
M	22	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	264	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	61	23.1%
o	44	16.7%
M	22	8.3%
c	22	8.3%
r	22	8.3%
d	22	8.3%
e	22	8.3%
n	22	8.3%
m	22	8.3%
i	5	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	61	23.1%
o	44	16.7%
M	22	8.3%
c	22	8.3%
r	22	8.3%
d	22	8.3%
e	22	8.3%
n	22	8.3%
m	22	8.3%
i	5	1.9%

Y_Bleeding
Boolean

Distinct	2
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	150.0 B

False	20
True	2

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	20	90.9%
True	2	9.1%

Y_Cystic_part
Boolean

Distinct	2
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	150.0 B

False	14
True	8

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	14	63.6%
True	8	36.4%

Y_Chiasmal_compression
Boolean

Distinct	2
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	150.0 B

True	13
False	9

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	13	59.1%
False	9	40.9%

Y_Hypopituitarism
Boolean

Distinct	2
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	150.0 B

False	15
True	7

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	15	68.2%
True	7	31.8%

Y_Signal
Categorical

Distinct	3
Distinct (%)	13.6%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

Hyposignal	12
Hypersignal	7
Mixed	3

Length

Max length	11
Median length	10
Mean length	9.6363636
Min length	5

Characters and Unicode

Total characters	212
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Mixed
2nd row	Hyposignal
3rd row	Hyposignal
4th row	Hypersignal
5th row	Hyposignal

Common Values

Value	Count	Frequency (%)
Hyposignal	12	54.5%
Hypersignal	7	31.8%
Mixed	3	13.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
hyposignal	12	54.5%
hypersignal	7	31.8%
mixed	3	13.6%

Most occurring characters

Value	Count	Frequency (%)
i	22	10.4%
H	19	9.0%
y	19	9.0%
p	19	9.0%
s	19	9.0%
g	19	9.0%
n	19	9.0%
a	19	9.0%
l	19	9.0%
o	12	5.7%
Other values (5)	26	12.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	190	89.6%
Uppercase Letter	22	10.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	22	11.6%
y	19	10.0%
p	19	10.0%
s	19	10.0%
g	19	10.0%
n	19	10.0%
a	19	10.0%
l	19	10.0%
o	12	6.3%
e	10	5.3%
Other values (3)	13	6.8%

Uppercase Letter

Value	Count	Frequency (%)
H	19	86.4%
M	3	13.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	212	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	22	10.4%
H	19	9.0%
y	19	9.0%
p	19	9.0%
s	19	9.0%
g	19	9.0%
n	19	9.0%
a	19	9.0%
l	19	9.0%
o	12	5.7%
Other values (5)	26	12.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	212	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	22	10.4%
H	19	9.0%
y	19	9.0%
p	19	9.0%
s	19	9.0%
g	19	9.0%
n	19	9.0%
a	19	9.0%
l	19	9.0%
o	12	5.7%
Other values (5)	26	12.3%

Y_Pituitary_stalk_visible
Boolean

Distinct	2
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	150.0 B

False	12
True	10

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	12	54.5%
True	10	45.5%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	X_patient_id	X_meshVolume	X_voxelVolume	X_surfaceArea	X_surfaceVolumeRatio	X_sphericity	X_compactness1	X_compactness2	X_sphericalDisproportion	X_maximum3DDiameter	X_maximum2DDiameterSlice	X_maximum2DDiameterColumn	X_maximum2DDiameterRow	X_majorAxisLength	X_minorAxisLength	X_leastAxisLength	X_elongation	X_flatness	Y_Functional_adenoma	Y_Microadenoma	Y_Bleeding	Y_Cystic_part	Y_Chiasmal_compression	Y_Hypopituitarism	Y_Signal	Y_Pituitary_stalk_visible
0	1	3694.458333	3716.0	1353.873660	0.366461	0.853637	0.041842	0.622042	1.171458	24.515301	23.345235	23.853721	22.360680	20.824091	18.984696	13.696983	0.911670	0.657747	Nonfunctioning adenoma	Macroadenoma	True	True	False	False	Mixed	False
1	2	7684.333333	7709.0	2103.195491	0.273699	0.895383	0.044948	0.717837	1.116841	29.681644	25.806976	29.154759	27.294688	24.621799	21.388460	20.257772	0.868680	0.822758	Nonfunctioning adenoma	Macroadenoma	True	True	True	True	Hyposignal	True
2	3	1246.875000	1265.0	768.542615	0.616375	0.728951	0.033018	0.387342	1.371835	24.698178	24.515301	24.515301	14.212670	26.680867	10.653591	8.080125	0.399297	0.302843	Functional adenoma	Microadenoma	False	True	False	False	Hyposignal	True
3	4	10453.375000	10483.0	2685.113413	0.256866	0.861045	0.042387	0.638377	1.161380	35.213634	28.600699	34.713110	31.400637	32.056469	22.096194	20.845118	0.689290	0.650262	Nonfunctioning adenoma	Macroadenoma	False	False	True	False	Hypersignal	False
4	5	780.083333	793.0	503.766631	0.645786	0.813483	0.038924	0.538327	1.229281	16.124515	16.031220	16.124515	10.816654	14.869600	9.789716	8.167410	0.658371	0.549269	Functional adenoma	Microadenoma	False	False	False	True	Hyposignal	True
5	6	23308.500000	23370.0	4870.558816	0.208961	0.810180	0.038688	0.531795	1.234294	52.153619	44.654227	39.623226	46.400431	43.732760	30.487811	25.801313	0.697139	0.589977	Nonfunctioning adenoma	Macroadenoma	False	False	True	True	Hypersignal	False
6	7	3627.375000	3670.0	1357.597550	0.374264	0.840959	0.040913	0.594736	1.189119	23.937418	20.880613	23.021729	22.472205	19.288143	17.748201	15.534589	0.920161	0.805396	Nonfunctioning adenoma	Macroadenoma	False	True	True	True	Hypersignal	False
7	8	13172.083333	13205.0	3170.547167	0.240702	0.850719	0.041627	0.615685	1.175476	37.549967	30.886890	36.496575	37.215588	31.350649	25.235675	23.994732	0.804949	0.765366	Nonfunctioning adenoma	Macroadenoma	False	False	True	True	Hypersignal	False
8	9	1715.041667	1731.0	772.195341	0.450249	0.897305	0.045093	0.722471	1.114448	18.055470	17.204651	16.643317	15.811388	15.188384	13.345083	11.780865	0.878637	0.775650	Functional adenoma	Macroadenoma	False	False	False	False	Hyposignal	True
9	10	1350.333333	1365.0	678.482651	0.502456	0.870775	0.043108	0.660265	1.148402	16.911535	15.811388	16.643317	14.560220	14.898707	12.052929	10.874466	0.808992	0.729893	Functional adenoma	Microadenoma	False	False	True	False	Hyposignal	True

	X_patient_id	X_meshVolume	X_voxelVolume	X_surfaceArea	X_surfaceVolumeRatio	X_sphericity	X_compactness1	X_compactness2	X_sphericalDisproportion	X_maximum3DDiameter	X_maximum2DDiameterSlice	X_maximum2DDiameterColumn	X_maximum2DDiameterRow	X_majorAxisLength	X_minorAxisLength	X_leastAxisLength	X_elongation	X_flatness	Y_Functional_adenoma	Y_Microadenoma	Y_Bleeding	Y_Cystic_part	Y_Chiasmal_compression	Y_Hypopituitarism	Y_Signal	Y_Pituitary_stalk_visible
12	13	2731.541667	2750.0	1123.749987	0.411398	0.840917	0.040910	0.594647	1.189178	23.853721	22.472205	20.248457	18.788294	19.371972	17.410687	11.644243	0.898757	0.601087	Functional adenoma	Macroadenoma	False	True	False	False	Mixed	True
13	14	14112.291667	14149.0	3486.569981	0.247059	0.809998	0.038675	0.531438	1.234571	47.106263	27.513633	42.755117	46.572524	40.004865	23.606062	21.785284	0.590080	0.544566	Nonfunctioning adenoma	Macroadenoma	False	True	True	False	Hypersignal	False
14	15	2721.916667	2740.0	1069.537584	0.392935	0.881464	0.043904	0.684879	1.134476	21.400935	18.439089	21.023796	19.313208	17.350719	15.295799	14.528431	0.881566	0.837339	Functional adenoma	Macroadenoma	False	False	True	False	Hyposignal	False
15	17	8978.041667	9008.0	2506.369852	0.279167	0.833477	0.040368	0.579002	1.199794	34.525353	29.154759	33.615473	30.675723	26.484795	23.939601	21.012995	0.903900	0.793398	Nonfunctioning adenoma	Macroadenoma	False	True	True	False	Mixed	False
16	19	11272.583333	11303.0	2771.432050	0.245856	0.877261	0.043591	0.675129	1.139912	33.867388	29.681644	32.388269	33.541020	26.894859	25.259588	23.111506	0.939198	0.859328	Functional adenoma	Macroadenoma	False	False	True	False	Hyposignal	False
17	20	1276.916667	1291.0	643.929411	0.504285	0.883936	0.044089	0.690657	1.131303	16.643317	15.811388	16.155494	13.341664	14.669050	11.485497	10.777733	0.782975	0.734726	Functional adenoma	Microadenoma	False	False	False	False	Hyposignal	True
18	22	1824.958333	1841.0	820.540429	0.449621	0.880142	0.043805	0.681802	1.136180	18.708287	17.464249	18.601075	16.763055	15.853335	13.920084	11.846834	0.878054	0.747277	Nonfunctioning adenoma	Macroadenoma	False	False	True	True	Hyposignal	False
19	23	2710.666667	2741.0	1069.592821	0.394587	0.878988	0.043719	0.679124	1.137672	21.447611	20.615528	20.591260	17.492856	18.845296	15.374519	13.255283	0.815828	0.703374	Functional adenoma	Macroadenoma	False	False	False	False	Hyposignal	True
20	24	9780.708333	9811.0	2538.915080	0.259584	0.871130	0.043134	0.661072	1.147935	30.692019	30.000000	29.832868	29.427878	26.120911	24.682827	21.370280	0.944945	0.818129	Nonfunctioning adenoma	Macroadenoma	False	True	True	True	Hypersignal	False
21	38	2725.708333	2744.0	1048.235024	0.384573	0.900213	0.045312	0.729517	1.110849	19.287302	18.867962	18.788294	18.384776	16.318601	15.615789	14.906603	0.956932	0.913473	Nonfunctioning adenoma	Macroadenoma	False	False	False	False	Hyposignal	True

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample